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# Manufacturing Templates
- **machine_downtime_predictor.json** weaviate/openai/anthropic
- **inventory_restock_forecast.json** supabase/cohere/anthropic
- **quality_defect_classifier.json** redis/openai/anthropic
- **safety_incident_alert.json** redis/huggingface/huggingface
- **production_kpi_dashboard.json** weaviate/cohere/openai
- **supply_chain_delay_monitor.json** supabase/cohere/openai
- **maintenance_ticket_router.json** supabase/cohere/huggingface
- **shift_handover_summary.json** supabase/huggingface/huggingface
- **mes_log_analyzer.json** weaviate/huggingface/openai
- **packaging_waste_calculator.json** redis/openai/anthropic